Approximate inference on planar graphs using Loop Calculus and Belief Propagation.
Vicenç GómezHilbert J. KappenMichael ChertkovPublished in: CoRR (2014)
Keyphrases
- approximate inference
- planar graphs
- belief propagation
- graphical models
- message passing
- markov random field
- exact inference
- graph cuts
- stereo matching
- loopy belief propagation
- variational methods
- factor graphs
- energy minimization
- probabilistic inference
- partition function
- importance sampling
- free energy
- pairwise
- fixed point
- markov networks
- belief networks
- structured prediction
- bayesian networks
- conditional random fields
- parameter estimation
- probabilistic model
- random fields
- random variables
- energy function
- generalized belief propagation